Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	4888
Missing cells	1012
Missing cells (%)	1.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	763.9 KiB
Average record size in memory	160.0 B

Variable types

CAT	9
NUM	8
BOOL	3

Warnings

`Designation` is highly correlated with `ProductPitched`	High correlation
`ProductPitched` is highly correlated with `Designation`	High correlation
`Age` has 226 (4.6%) missing values	Missing
`DurationOfPitch` has 251 (5.1%) missing values	Missing
`NumberOfTrips` has 140 (2.9%) missing values	Missing
`NumberOfChildrenVisiting` has 66 (1.4%) missing values	Missing
`MonthlyIncome` has 233 (4.8%) missing values	Missing
`CustomerID` has unique values	Unique

Reproduction

Analysis started	2022-09-24 17:26:26.441955
Analysis finished	2022-09-24 17:26:34.969650
Duration	8.53 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

CustomerID
Real number (ℝ_≥0)

UNIQUE

Distinct	4888
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	202443.5
Minimum	200000
Maximum	204887
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	200000
5-th percentile	200244.35
Q1	201221.75
median	202443.5
Q3	203665.25
95-th percentile	204642.65
Maximum	204887
Range	4887
Interquartile range (IQR)	2443.5

Descriptive statistics

Standard deviation	1411.188388
Coefficient of variation (CV)	0.006970776479
Kurtosis	-1.2
Mean	202443.5
Median Absolute Deviation (MAD)	1222
Skewness	0
Sum	989543828
Variance	1991452.667
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200702	1	< 0.1%
201479	1	< 0.1%
203514	1	< 0.1%
201467	1	< 0.1%
203518	1	< 0.1%
201471	1	< 0.1%
203522	1	< 0.1%
201475	1	< 0.1%
203526	1	< 0.1%
203530	1	< 0.1%
Other values (4878)	4878	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
200000	1	< 0.1%
200001	1	< 0.1%
200002	1	< 0.1%
200003	1	< 0.1%
200004	1	< 0.1%

Value	Count	Frequency (%)
204887	1	< 0.1%
204886	1	< 0.1%
204885	1	< 0.1%
204884	1	< 0.1%
204883	1	< 0.1%

ProdTaken
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

0	3968
1	920

Common Values
Chart

Value	Count	Frequency (%)
0	3968	81.2%
1	920	18.8%

Age
Real number (ℝ_≥0)

MISSING

Distinct	44
Distinct (%)	0.9%
Missing	226
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%

Mean	37.62226512
Minimum	18
Maximum	61
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	31
median	36
Q3	44
95-th percentile	55
Maximum	61
Range	43
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.316387033
Coefficient of variation (CV)	0.2476296151
Kurtosis	-0.4513319674
Mean	37.62226512
Median Absolute Deviation (MAD)	6
Skewness	0.3829886837
Sum	175395
Variance	86.79506734
Monotocity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
35	237	4.8%
36	231	4.7%
34	211	4.3%
31	203	4.2%
30	199	4.1%
32	197	4.0%
33	189	3.9%
37	185	3.8%
29	178	3.6%
38	176	3.6%
Other values (34)	2656	54.3%
(Missing)	226	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	14	0.3%
19	32	0.7%
20	38	0.8%
21	41	0.8%
22	46	0.9%

Value	Count	Frequency (%)
61	9	0.2%
60	29	0.6%
59	44	0.9%
58	31	0.6%
57	29	0.6%

TypeofContact
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	25
Missing (%)	0.5%
Memory size	38.2 KiB

Self Enquiry	3444
Company Invited	1419

Frequencies
Length

Value	Count	Frequency (%)
Self Enquiry	3444	70.5%
Company Invited	1419	29.0%
(Missing)	25	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	15
Median length	12
Mean length	12.82487725
Min length	3

CityTier
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

1	3190
3	1500
2	198

Frequencies
Length

Value	Count	Frequency (%)
1	3190	65.3%
3	1500	30.7%
2	198	4.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

DurationOfPitch
Real number (ℝ_≥0)

MISSING

Distinct	34
Distinct (%)	0.7%
Missing	251
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%

Mean	15.49083459
Minimum	5
Maximum	127
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	5
5-th percentile	6
Q1	9
median	13
Q3	20
95-th percentile	32
Maximum	127
Range	122
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	8.519642589
Coefficient of variation (CV)	0.5499795727
Kurtosis	11.79749394
Mean	15.49083459
Median Absolute Deviation (MAD)	5
Skewness	1.752037049
Sum	71831
Variance	72.58430985
Monotocity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
9	483	9.9%
7	342	7.0%
8	333	6.8%
6	307	6.3%
16	274	5.6%
15	269	5.5%
14	253	5.2%
10	244	5.0%
13	223	4.6%
11	205	4.2%
Other values (24)	1704	34.9%
(Missing)	251	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5	6	0.1%
6	307	6.3%
7	342	7.0%
8	333	6.8%
9	483	9.9%

Value	Count	Frequency (%)
127	1	< 0.1%
126	1	< 0.1%
36	44	0.9%
35	66	1.4%
34	50	1.0%

Occupation
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

Salaried	2368
Small Business	2084
Large Business	434
Free Lancer	2

Frequencies
Length

Value	Count	Frequency (%)
Salaried	2368	48.4%
Small Business	2084	42.6%
Large Business	434	8.9%
Free Lancer	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	14
Mean length	11.09206219
Min length	8

Gender
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

Male	2916
Female	1817
Fe Male	155

Frequencies
Length

Value	Count	Frequency (%)
Male	2916	59.7%
Female	1817	37.2%
Fe Male	155	3.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	4
Mean length	4.838584288
Min length	4

NumberOfPersonVisiting
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.90507365
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.724890595
Coefficient of variation (CV)	0.2495257203
Kurtosis	-0.7774673393
Mean	2.90507365
Median Absolute Deviation (MAD)	1
Skewness	0.02981670374
Sum	14200
Variance	0.5254663748
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	2402	49.1%
2	1418	29.0%
4	1026	21.0%
1	39	0.8%
5	3	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	39	0.8%
2	1418	29.0%
3	2402	49.1%
4	1026	21.0%
5	3	0.1%

Value	Count	Frequency (%)
5	3	0.1%
4	1026	21.0%
3	2402	49.1%
2	1418	29.0%
1	39	0.8%

NumberOfFollowups
Real number (ℝ_≥0)

Distinct	6
Distinct (%)	0.1%
Missing	45
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%

Mean	3.708445179
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	3
median	4
Q3	4
95-th percentile	5
Maximum	6
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.002508686
Coefficient of variation (CV)	0.2703312677
Kurtosis	0.6203311898
Mean	3.708445179
Median Absolute Deviation (MAD)	1
Skewness	-0.3727193989
Sum	17960
Variance	1.005023666
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	2068	42.3%
3	1466	30.0%
5	768	15.7%
2	229	4.7%
1	176	3.6%
6	136	2.8%
(Missing)	45	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	176	3.6%
2	229	4.7%
3	1466	30.0%
4	2068	42.3%
5	768	15.7%

Value	Count	Frequency (%)
6	136	2.8%
5	768	15.7%
4	2068	42.3%
3	1466	30.0%
2	229	4.7%

ProductPitched
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

Basic	1842
Deluxe	1732
Standard	742
Super Deluxe	342
King	230

Frequencies
Length

Value	Count	Frequency (%)
Basic	1842	37.7%
Deluxe	1732	35.4%
Standard	742	15.2%
Super Deluxe	342	7.0%
King	230	4.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	12
Median length	6
Mean length	6.252454992
Min length	4

PreferredPropertyStar
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	26
Missing (%)	0.5%
Memory size	38.2 KiB

3	2993
5	956
4	913

Frequencies
Length

Value	Count	Frequency (%)
3	2993	61.2%
5	956	19.6%
4	913	18.7%
(Missing)	26	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

MaritalStatus
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

Married	2340
Divorced	950
Single	916
Unmarried	682

Frequencies
Length

Value	Count	Frequency (%)
Married	2340	47.9%
Divorced	950	19.4%
Single	916	18.7%
Unmarried	682	14.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	7
Mean length	7.286006547
Min length	6

NumberOfTrips
Real number (ℝ_≥0)

MISSING

Distinct	12
Distinct (%)	0.3%
Missing	140
Missing (%)	2.9%
Infinite	0
Infinite (%)	0.0%

Mean	3.23652064
Minimum	1
Maximum	22
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	7
Maximum	22
Range	21
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.84901931
Coefficient of variation (CV)	0.5712984761
Kurtosis	6.0990233
Mean	3.23652064
Median Absolute Deviation (MAD)	1
Skewness	1.453883784
Sum	15367
Variance	3.418872408
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2	1464	30.0%
3	1079	22.1%
1	620	12.7%
4	478	9.8%
5	458	9.4%
6	322	6.6%
7	218	4.5%
8	105	2.1%
21	1	< 0.1%
19	1	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	140	2.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	620	12.7%
2	1464	30.0%
3	1079	22.1%
4	478	9.8%
5	458	9.4%

Value	Count	Frequency (%)
22	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
8	105	2.1%

Passport
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

0	3466
1	1422

Common Values
Chart

Value	Count	Frequency (%)
0	3466	70.9%
1	1422	29.1%

PitchSatisfactionScore
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.078150573
Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.365791728
Coefficient of variation (CV)	0.4437053014
Kurtosis	-1.102869771
Mean	3.078150573
Median Absolute Deviation (MAD)	1
Skewness	-0.1277255598
Sum	15046
Variance	1.865387043
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	1478	30.2%
5	970	19.8%
1	942	19.3%
4	912	18.7%
2	586	12.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	942	19.3%
2	586	12.0%
3	1478	30.2%
4	912	18.7%
5	970	19.8%

Value	Count	Frequency (%)
5	970	19.8%
4	912	18.7%
3	1478	30.2%
2	586	12.0%
1	942	19.3%

OwnCar
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

1	3032
0	1856

Common Values
Chart

Value	Count	Frequency (%)
1	3032	62.0%
0	1856	38.0%

NumberOfChildrenVisiting
Categorical

MISSING

Distinct	4
Distinct (%)	0.1%
Missing	66
Missing (%)	1.4%
Memory size	38.2 KiB

1	2080
2	1335
0	1082
3	325

Frequencies
Length

Value	Count	Frequency (%)
1	2080	42.6%
2	1335	27.3%
0	1082	22.1%
3	325	6.6%
(Missing)	66	1.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Designation
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	38.2 KiB

Executive	1842
Manager	1732
Senior Manager	742
AVP	342
VP	230

Frequencies
Length

Value	Count	Frequency (%)
Executive	1842	37.7%
Manager	1732	35.4%
Senior Manager	742	15.2%
AVP	342	7.0%
VP	230	4.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	9
Mean length	8.301145663
Min length	2

MonthlyIncome
Real number (ℝ_≥0)

MISSING

Distinct	2475
Distinct (%)	53.2%
Missing	233
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%

Mean	23619.85349
Minimum	1000
Maximum	98678
Zeros	0
Zeros (%)	0.0%
Memory size	38.2 KiB

Quantile statistics

Minimum	1000
5-th percentile	17295.1
Q1	20346
median	22347
Q3	25571
95-th percentile	34723.9
Maximum	98678
Range	97678
Interquartile range (IQR)	5225

Descriptive statistics

Standard deviation	5380.698361
Coefficient of variation (CV)	0.2278040532
Kurtosis	14.8440669
Mean	23619.85349
Median Absolute Deviation (MAD)	2603
Skewness	1.949159832
Sum	109950418
Variance	28951914.85
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20855	7	0.1%
17342	7	0.1%
21288	7	0.1%
21020	7	0.1%
25482	6	0.1%
24950	6	0.1%
25025	6	0.1%
22130	6	0.1%
21419	6	0.1%
21237	6	0.1%
Other values (2465)	4591	93.9%
(Missing)	233	4.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1000	1	< 0.1%
4678	1	< 0.1%
16009	2	< 0.1%
16051	2	< 0.1%
16052	2	< 0.1%

Value	Count	Frequency (%)
98678	1	< 0.1%
95000	1	< 0.1%
38677	2	< 0.1%
38651	2	< 0.1%
38621	2	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	CustomerID	ProdTaken	Age	TypeofContact	CityTier	DurationOfPitch	Occupation	Gender	NumberOfPersonVisiting	NumberOfFollowups	ProductPitched	PreferredPropertyStar	MaritalStatus	NumberOfTrips	Passport	PitchSatisfactionScore	OwnCar	NumberOfChildrenVisiting	Designation	MonthlyIncome
0	200000	1	41.0	Self Enquiry	3	6.0	Salaried	Female	3	3.0	Deluxe	3.0	Single	1.0	1	2	1	0.0	Manager	20993.0
1	200001	0	49.0	Company Invited	1	14.0	Salaried	Male	3	4.0	Deluxe	4.0	Divorced	2.0	0	3	1	2.0	Manager	20130.0
2	200002	1	37.0	Self Enquiry	1	8.0	Free Lancer	Male	3	4.0	Basic	3.0	Single	7.0	1	3	0	0.0	Executive	17090.0
3	200003	0	33.0	Company Invited	1	9.0	Salaried	Female	2	3.0	Basic	3.0	Divorced	2.0	1	5	1	1.0	Executive	17909.0
4	200004	0	NaN	Self Enquiry	1	8.0	Small Business	Male	2	3.0	Basic	4.0	Divorced	1.0	0	5	1	0.0	Executive	18468.0
5	200005	0	32.0	Company Invited	1	8.0	Salaried	Male	3	3.0	Basic	3.0	Single	1.0	0	5	1	1.0	Executive	18068.0
6	200006	0	59.0	Self Enquiry	1	9.0	Small Business	Female	2	2.0	Basic	5.0	Divorced	5.0	1	2	1	1.0	Executive	17670.0
7	200007	0	30.0	Self Enquiry	1	30.0	Salaried	Male	3	3.0	Basic	3.0	Married	2.0	0	2	0	1.0	Executive	17693.0
8	200008	0	38.0	Company Invited	1	29.0	Salaried	Male	2	4.0	Standard	3.0	Unmarried	1.0	0	3	0	0.0	Senior Manager	24526.0
9	200009	0	36.0	Self Enquiry	1	33.0	Small Business	Male	3	3.0	Deluxe	3.0	Divorced	7.0	0	3	1	0.0	Manager	20237.0

Last rows

	CustomerID	ProdTaken	Age	TypeofContact	CityTier	DurationOfPitch	Occupation	Gender	NumberOfPersonVisiting	NumberOfFollowups	ProductPitched	PreferredPropertyStar	MaritalStatus	NumberOfTrips	Passport	PitchSatisfactionScore	OwnCar	NumberOfChildrenVisiting	Designation	MonthlyIncome
4878	204878	1	35.0	Self Enquiry	1	17.0	Small Business	Male	3	4.0	Deluxe	5.0	Unmarried	3.0	0	4	0	1.0	Manager	24803.0
4879	204879	1	26.0	Self Enquiry	2	27.0	Small Business	Female	4	4.0	Basic	4.0	Married	2.0	1	3	0	2.0	Executive	22347.0
4880	204880	1	59.0	Self Enquiry	1	28.0	Small Business	Female	4	4.0	Deluxe	4.0	Married	6.0	0	3	1	2.0	Manager	28686.0
4881	204881	1	41.0	Self Enquiry	2	25.0	Salaried	Male	3	2.0	Basic	5.0	Married	2.0	0	1	1	2.0	Executive	21065.0
4882	204882	1	37.0	Self Enquiry	2	20.0	Salaried	Male	3	5.0	Basic	5.0	Married	6.0	1	5	1	2.0	Executive	23317.0
4883	204883	1	49.0	Self Enquiry	3	9.0	Small Business	Male	3	5.0	Deluxe	4.0	Unmarried	2.0	1	1	1	1.0	Manager	26576.0
4884	204884	1	28.0	Company Invited	1	31.0	Salaried	Male	4	5.0	Basic	3.0	Single	3.0	1	3	1	2.0	Executive	21212.0
4885	204885	1	52.0	Self Enquiry	3	17.0	Salaried	Female	4	4.0	Standard	4.0	Married	7.0	0	1	1	3.0	Senior Manager	31820.0
4886	204886	1	19.0	Self Enquiry	3	16.0	Small Business	Male	3	4.0	Basic	3.0	Single	3.0	0	5	0	2.0	Executive	20289.0
4887	204887	1	36.0	Self Enquiry	1	14.0	Salaried	Male	4	4.0	Basic	4.0	Unmarried	3.0	1	3	1	2.0	Executive	24041.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows